{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b14a24db",
   "metadata": {},
   "source": [
    "# FireworksEmbeddings\n",
    "\n",
    "This notebook explains how to use Fireworks Embeddings, which is included in the langchain_fireworks package, to embed texts in langchain. We use the default nomic-ai v1.5 model in this example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0ab948fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Obtaining file:///mnt/disks/data/langchain/libs/partners/fireworks\n",
      "  Installing build dependencies ... \u001b[?25ldone\n",
      "\u001b[?25h  Checking if build backend supports build_editable ... \u001b[?25ldone\n",
      "\u001b[?25h  Getting requirements to build editable ... \u001b[?25ldone\n",
      "\u001b[?25h  Preparing editable metadata (pyproject.toml) ... \u001b[?25ldone\n",
      "\u001b[?25hRequirement already satisfied: aiohttp<4.0.0,>=3.9.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-fireworks==0.0.1) (3.9.3)\n",
      "Requirement already satisfied: fireworks-ai<1,>=0.12.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-fireworks==0.0.1) (0.12.1)\n",
      "Requirement already satisfied: langchain-core<0.2,>=0.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-fireworks==0.0.1) (0.1.25)\n",
      "Requirement already satisfied: requests<3,>=2 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-fireworks==0.0.1) (2.31.0)\n",
      "Requirement already satisfied: aiosignal>=1.1.2 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.9.1->langchain-fireworks==0.0.1) (1.3.1)\n",
      "Requirement already satisfied: attrs>=17.3.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.9.1->langchain-fireworks==0.0.1) (23.1.0)\n",
      "Requirement already satisfied: frozenlist>=1.1.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.9.1->langchain-fireworks==0.0.1) (1.4.0)\n",
      "Requirement already satisfied: multidict<7.0,>=4.5 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.9.1->langchain-fireworks==0.0.1) (6.0.4)\n",
      "Requirement already satisfied: yarl<2.0,>=1.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.9.1->langchain-fireworks==0.0.1) (1.9.2)\n",
      "Requirement already satisfied: async-timeout<5.0,>=4.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.9.1->langchain-fireworks==0.0.1) (4.0.3)\n",
      "Requirement already satisfied: httpx in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from fireworks-ai<1,>=0.12.0->langchain-fireworks==0.0.1) (0.26.0)\n",
      "Requirement already satisfied: httpx-sse in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from fireworks-ai<1,>=0.12.0->langchain-fireworks==0.0.1) (0.4.0)\n",
      "Requirement already satisfied: pydantic in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from fireworks-ai<1,>=0.12.0->langchain-fireworks==0.0.1) (2.4.2)\n",
      "Requirement already satisfied: Pillow in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from fireworks-ai<1,>=0.12.0->langchain-fireworks==0.0.1) (10.2.0)\n",
      "Requirement already satisfied: PyYAML>=5.3 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (6.0.1)\n",
      "Requirement already satisfied: anyio<5,>=3 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (3.7.1)\n",
      "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (1.33)\n",
      "Requirement already satisfied: langsmith<0.2.0,>=0.1.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (0.1.5)\n",
      "Requirement already satisfied: packaging<24.0,>=23.2 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (23.2)\n",
      "Requirement already satisfied: tenacity<9.0.0,>=8.1.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (8.2.3)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from requests<3,>=2->langchain-fireworks==0.0.1) (3.3.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from requests<3,>=2->langchain-fireworks==0.0.1) (3.4)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from requests<3,>=2->langchain-fireworks==0.0.1) (2.0.6)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from requests<3,>=2->langchain-fireworks==0.0.1) (2023.7.22)\n",
      "Requirement already satisfied: sniffio>=1.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from anyio<5,>=3->langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (1.3.0)\n",
      "Requirement already satisfied: exceptiongroup in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from anyio<5,>=3->langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (1.1.3)\n",
      "Requirement already satisfied: jsonpointer>=1.9 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from jsonpatch<2.0,>=1.33->langchain-core<0.2,>=0.1->langchain-fireworks==0.0.1) (2.4)\n",
      "Requirement already satisfied: annotated-types>=0.4.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from pydantic->fireworks-ai<1,>=0.12.0->langchain-fireworks==0.0.1) (0.5.0)\n",
      "Requirement already satisfied: pydantic-core==2.10.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from pydantic->fireworks-ai<1,>=0.12.0->langchain-fireworks==0.0.1) (2.10.1)\n",
      "Requirement already satisfied: typing-extensions>=4.6.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from pydantic->fireworks-ai<1,>=0.12.0->langchain-fireworks==0.0.1) (4.8.0)\n",
      "Requirement already satisfied: httpcore==1.* in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from httpx->fireworks-ai<1,>=0.12.0->langchain-fireworks==0.0.1) (1.0.2)\n",
      "Requirement already satisfied: h11<0.15,>=0.13 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from httpcore==1.*->httpx->fireworks-ai<1,>=0.12.0->langchain-fireworks==0.0.1) (0.14.0)\n",
      "Building wheels for collected packages: langchain-fireworks\n",
      "  Building editable for langchain-fireworks (pyproject.toml) ... \u001b[?25ldone\n",
      "\u001b[?25h  Created wheel for langchain-fireworks: filename=langchain_fireworks-0.0.1-py3-none-any.whl size=2742 sha256=4d5d841779dea1a843c1bdda3599727ea77b88a7af6fd3b5ba59b54c7648c407\n",
      "  Stored in directory: /tmp/pip-ephem-wheel-cache-5n7vi9hl/wheels/61/e7/ac/5acf2c13a1a04a216a09976aba42c4d9fd12f946c516590edb\n",
      "Successfully built langchain-fireworks\n",
      "Installing collected packages: langchain-fireworks\n",
      "  Attempting uninstall: langchain-fireworks\n",
      "    Found existing installation: langchain-fireworks 0.0.1\n",
      "    Uninstalling langchain-fireworks-0.0.1:\n",
      "      Successfully uninstalled langchain-fireworks-0.0.1\n",
      "Successfully installed langchain-fireworks-0.0.1\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.0\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Requirement already satisfied: langchain in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (0.1.8)\n",
      "Requirement already satisfied: PyYAML>=5.3 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (6.0.1)\n",
      "Requirement already satisfied: SQLAlchemy<3,>=1.4 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (2.0.21)\n",
      "Requirement already satisfied: aiohttp<4.0.0,>=3.8.3 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (3.9.3)\n",
      "Requirement already satisfied: async-timeout<5.0.0,>=4.0.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (4.0.3)\n",
      "Requirement already satisfied: dataclasses-json<0.7,>=0.5.7 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (0.6.1)\n",
      "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (1.33)\n",
      "Requirement already satisfied: langchain-community<0.1,>=0.0.21 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (0.0.21)\n",
      "Requirement already satisfied: langchain-core<0.2,>=0.1.24 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (0.1.25)\n",
      "Requirement already satisfied: langsmith<0.2.0,>=0.1.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (0.1.5)\n",
      "Requirement already satisfied: numpy<2,>=1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (1.24.4)\n",
      "Requirement already satisfied: pydantic<3,>=1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (2.4.2)\n",
      "Requirement already satisfied: requests<3,>=2 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (2.31.0)\n",
      "Requirement already satisfied: tenacity<9.0.0,>=8.1.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain) (8.2.3)\n",
      "Requirement already satisfied: aiosignal>=1.1.2 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (1.3.1)\n",
      "Requirement already satisfied: attrs>=17.3.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (23.1.0)\n",
      "Requirement already satisfied: frozenlist>=1.1.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (1.4.0)\n",
      "Requirement already satisfied: multidict<7.0,>=4.5 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (6.0.4)\n",
      "Requirement already satisfied: yarl<2.0,>=1.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain) (1.9.2)\n",
      "Requirement already satisfied: marshmallow<4.0.0,>=3.18.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from dataclasses-json<0.7,>=0.5.7->langchain) (3.20.1)\n",
      "Requirement already satisfied: typing-inspect<1,>=0.4.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from dataclasses-json<0.7,>=0.5.7->langchain) (0.9.0)\n",
      "Requirement already satisfied: jsonpointer>=1.9 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from jsonpatch<2.0,>=1.33->langchain) (2.4)\n",
      "Requirement already satisfied: anyio<5,>=3 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-core<0.2,>=0.1.24->langchain) (3.7.1)\n",
      "Requirement already satisfied: packaging<24.0,>=23.2 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from langchain-core<0.2,>=0.1.24->langchain) (23.2)\n",
      "Requirement already satisfied: annotated-types>=0.4.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from pydantic<3,>=1->langchain) (0.5.0)\n",
      "Requirement already satisfied: pydantic-core==2.10.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from pydantic<3,>=1->langchain) (2.10.1)\n",
      "Requirement already satisfied: typing-extensions>=4.6.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from pydantic<3,>=1->langchain) (4.8.0)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from requests<3,>=2->langchain) (3.3.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from requests<3,>=2->langchain) (3.4)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from requests<3,>=2->langchain) (2.0.6)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from requests<3,>=2->langchain) (2023.7.22)\n",
      "Requirement already satisfied: greenlet!=0.4.17 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from SQLAlchemy<3,>=1.4->langchain) (3.0.0)\n",
      "Requirement already satisfied: sniffio>=1.1 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from anyio<5,>=3->langchain-core<0.2,>=0.1.24->langchain) (1.3.0)\n",
      "Requirement already satisfied: exceptiongroup in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from anyio<5,>=3->langchain-core<0.2,>=0.1.24->langchain) (1.1.3)\n",
      "Requirement already satisfied: mypy-extensions>=0.3.0 in /mnt/disks/data/langchain/.venv/lib/python3.10/site-packages (from typing-inspect<1,>=0.4.0->dataclasses-json<0.7,>=0.5.7->langchain) (1.0.0)\n",
      "\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.2.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m24.0\u001b[0m\n",
      "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install --editable /mnt/disks/data/langchain/libs/partners/fireworks\n",
    "%pip install langchain"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67c637ca",
   "metadata": {},
   "source": [
    "## import the library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5709b030",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_fireworks import FireworksEmbeddings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3d81e58c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import getpass\n",
    "import os\n",
    "\n",
    "if \"FIREWORKS_API_KEY\" not in os.environ:\n",
    "    os.environ[\"FIREWORKS_API_KEY\"] = getpass.getpass(\"Fireworks API Key:\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1756b1ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "embedding = FireworksEmbeddings()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a2a098d",
   "metadata": {},
   "source": [
    "# Using the Embedding Model\n",
    "With `FireworksEmbeddings`, you can directly use the default model 'nomic-ai/nomic-embed-text-v1.5', or set a different one if available."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "584b9af5",
   "metadata": {},
   "outputs": [],
   "source": [
    "embedding.model = 'nomic-ai/nomic-embed-text-v1.5'  # or your preferred model if available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "be18b873",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "res_query = embedding.embed_query(\"The test information\")\n",
    "res_document = embedding.embed_documents([\"test1\", \"another test\"])\n",
    "print(res_query)\n",
    "print(res_document)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a955e866",
   "metadata": {},
   "source": [
    "TODO: support Matryoshka embeddings through the LangChain code"
   ]
  }
 ],
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